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2025

Tunukovic, Vedran and McKnight, Shaun and Hifi, Amine and Mohseni, Ehsan and Pierce, S. Gareth and Vithanage, Randika K.W. and Dobie, Gordon and MacLeod, Charles N. and Cochran, Sandy and O’Hare, Tom (2025) Human-machine collaborative automation strategies for ultrasonic phased array data analysis of carbon fibre reinforced plastics. NDT and E International, 154. 103392. ISSN 0963-8695

2024

McKnight, Shaun and Tunukovic, Vedran and Pierce, S. Gareth and Mohseni, Ehsan and Pyle, Richard and MacLeod, Charles N. and O’Hare, Tom (2024) Advancing carbon fiber composite inspection : deep learning-enabled defect localization and sizing via 3-Dimensional U-Net segmentation of ultrasonic data. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control, 71 (9). pp. 1106-1119. ISSN 0885-3010

Tunukovic, Vedran and McKnight, Shaun and Mohseni, Ehsan and Pierce, S. Gareth and Pyle, Richard and Duernberger, Euan and Loukas, Charalampos and Vithanage, Randika K.W. and Lines, David and Dobie, Gordon and MacLeod, Charles N. and Cochran, Sandy and O'Hare, Tom (2024) A study of machine learning object detection performance for phased array ultrasonic testing of carbon fibre reinforced plastics. NDT and E International, 144. 103094. ISSN 0963-8695

Tunukovic, Vedran and McKnight, Shaun and Pyle, Richard and Wang, Zhiming and Mohseni, Ehsan and Pierce, S. Gareth and Vithanage, Randika K. W. and Dobie, Gordon and MacLeod, Charles N. and Cochran, Sandy and O'Hare, Tom (2024) Unsupervised machine learning for flaw detection in automated ultrasonic testing of carbon fibre reinforced plastic composites. Ultrasonics, 140. 107313. ISSN 0041-624X

McKnight, Shaun and MacKinnon, Christopher and Pierce, S. Gareth and Mohseni, Ehsan and Tunukovic, Vedran and MacLeod, Charles N. and Vithanage, Randika K. W. and O'Hare, Tom (2024) Three-dimensional residual neural architecture search for ultrasonic defect detection. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control, 71 (3). pp. 423-436. ISSN 0885-3010

2023

Gomes, Rylan and Mohseni, Ehsan and Pierce, Gareth and Burnham, Kenneth Charles and MacLeod, Charles Norman and Tunukovic, Vedran and Foster, Euan and O'Hare, Tom and Munro, Gavin (2023) Application of eddy currents for inspection of carbon fibre composites. In: 60th Annual British Conference on NDT, 2023-09-12 - 2023-09-14, Northampton Town Centre Hotel, Northampton, UK.

Tunukovic, Vedran and McKnight, Shaun and Mohseni, Ehsan and Pierce, S. Gareth and Pyle, Richard and Duernberger, Euan and Loukas, Charalampos and Vithanage, Randika K.W. and Lines, David and Dobie, Gordon and MacLeod, Charles N. and Cochran, Sandy and O'Hare, Tom (2023) Automated deep learning for defect detection in carbon fibre reinforced plastic composites. In: 50th Annual Review of Progress in Quantitative Nondestructive Evaluation, 2023-07-24 - 2023-07-27, Sheraton Austin Hotel at the Capitol,.

Tunukovic, Vedran and McKnight, Shaun and Mohseni, Ehsan and Pierce, Gareth and Dobie, Gordon and Cochran, Sandy (2023) Automated ultrasound data processing for defect detection and characterization through machine learning​. In: FUSE CDT Annual Scientific Meeting 2023, 2023-06-20 - 2023-06-20.

Tunukovic, Vedran and McKnight, S. and Pierce, S. G. and Mohseni, Ehsan and MacLeod, C. N. and Pyle, R. and Dobie, G. and O'Hare, T. and Munro, G. and O'Brien-O'Reilly, J. (2023) Application of machine learning techniques for defect detection, localisation, and sizing in ultrasonic testing of carbon fibre reinforced polymers. In: BINDT Aerospace Event 2023, 2023-04-25 - 2023-04-26, Technology & Innovation Centre.

Mohseni, Ehsan and Pierce, S. G. and Vithanage, R.W. K. and MacLeod, C. N. and Dobie, G. and McKnight, S. and Tunukovic, V. and McInnes, M. and Hifi, A. and Gomez, R. and Shields, M. and Poole, A. and Pyle, R. and O'Hare, T. and Munro, G. and O'Brien-O'Reilly, J. (2023) Mapping SEARCH capabilities to Spirit AeroSystems NDE and automation demand for composites. In: BINDT Aerospace Event 2023, 2023-04-25 - 2023-04-26, Technology & Innovation Centre.

2022

Tunukovic, Vedran and Lawley, Alistair and McKnight, Shaun and Mohseni, Ehsan and Dobie, Gordon and O'Hare, Tom and MacLeod, Charles Norman and Pierce, Gareth (2022) Automated bounding box annotation for NDT ultrasound defect detection. In: IOP Physics Enhancing Machine Learning in Applied Solid Mechanics, 2022-12-12 - 2022-12-12, Institute of Physics.